zai-orgReleased Aug 18, 2026

GLM-5.3

Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.

Source description

GLM-5.3 is a large-scale reasoning model from Z.ai, built for complex software engineering and long-horizon agent tasks. It supports text input and output with a 1M-token context window, and improves on GLM-5.2 in coding and in the balance between performance and token efficiency.

Context window1M
Max output943.7K
Provider endpoints59
Benchmark results19
Agent runs1
Measured performance

Benchmark results

All leaderboards ↗
1,506.86

Effort: max · Max

Independent result
1,650.31

Effort: max · Max

Independent result
SciCode ↗AA Index 4.3.2 collection
59.03%AA · Under review

Effort: max · Max

Independent result
GDP.pdf ↗AA Index 4.3.2 collection
11.2%

Effort: max · Max

Independent result
CritPt ↗AA Index 4.3.2 collection
19.14%AA · Under review

Effort: max · Max

Independent result
AA-Omniscience ↗AA Index 4.3.2 collection
14.3

Effort: max · Max

Independent result
79.67%

Effort: max · Max

Independent result
LiveBench Overall ↗2.0 · 2026-10-14 (dataset 2026-09-02)
60.74%

Effort: max · single run · equal mean of 7 suites

Independent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)
77.3%

Effort: max · single run

Independent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)
73.2%

Effort: max · single run

Independent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)
0%

Effort: max · single run

Independent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)
82.8%

Effort: max · single run

Independent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)
35.9%

Effort: max · single run

Independent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)
85.8%

Effort: max · single run

Independent result
Provider measurements

Speed

1 configuration
≈10K input tokens1 requestmedian / 72h

Artificial Analysis · first-party providers · serving endpoint not reported

Z AI

GLM-5.3 (Max)

Reasoning max

Output rate
80.6004 tok/s
Time to first chunk
2.72669 s
Last checked Source ↗
Methodology 2.2.0 & measurement details

First chunk includes request processing and network time, and may include reasoning.

Prompt
long · ≈10,000 input tokens
Parallel requests
1
Minimum answer
1,500 tokens
Aggregation
median over 72 hours
Token counting
o200k_base
Benchmark client
Google Cloud us-central1-a
Serving endpoint
Not reported
Serving region
Not reported
Sample size
Not reported
Window end
Not reported
Model + harness

Agent runs

All agent results ↗

Terminal-Bench 4.0

claude-code2.1.207

Reasoning effort max

Tested model identityGLM-5.3anthropic/glm-5.3
Pass rate41.82%

95% CI 38.59%–45.05%

n = 330
Checked
Access & cost

Prices across providers

60 quotes

Your token mix

USD · listed token rates

ExperientialStandard list rate
$2.50
Together AIServerless · quantization=FP4
$2.50
Fireworks AIStandard · service_tier=default
$2.50
Fireworks AIStandard · service_tier=priority
$3.125
Fireworks AIFast · service_tier=default
$3.75
Wafer · via OpenRouterwafer/us · quantization=fp4
$1.279
InferenceNet · via OpenRouterinference-net/fp4 · quantization=fp4
$1.1753
Morph · via OpenRoutermorph/fp8 · quantization=fp8
$1.584
Makora · via OpenRoutermakora/fp4 · quantization=fp4
$1.24
Wafer · via OpenRouterwafer/fp4 · quantization=fp4
$1.37
AkashML · via OpenRouterakashml/fp8 · quantization=fp8
$1.29
Io Net · via OpenRouterio-net/fp8 · quantization=fp8
$1.14
Sail Research · via OpenRoutersail-research/us · quantization=fp8
$0.8763
Sail Research · via OpenRoutersail-research/fp8 · quantization=fp8
$0.8763
Inceptron · via OpenRouterinceptron/fp4 · quantization=fp4
$0.9263
DeepInfra · via OpenRouterdeepinfra/fp4 · quantization=fp4
$1.1875
Baidu · via OpenRouterbaidu/fp8 · quantization=fp8
$1.07
Tenstorrent · via OpenRoutertenstorrent/fp8 · quantization=fp8
$1.225
SiliconFlow · via OpenRoutersiliconflow/fp8 · quantization=fp8
$1.25
Novita · via OpenRouternovita/fp8 · quantization=fp8
$1.25
Decart · via OpenRouterdecart/fp4 · quantization=fp4
$1.505
GMICloud · via OpenRoutergmicloud/fp8 · quantization=fp8
$1.75
CoreWeave · via OpenRoutercoreweave/fp8 · quantization=fp8
$2.20
Mistral · via OpenRoutermistral/zdr · quantization=nvfp4
$2.50
BaseTen · via OpenRouterbaseten/fp4/us · quantization=fp4
$2.50
Mistral · via OpenRoutermistral/nvfp4 · quantization=nvfp4
$2.50
Nebius · via OpenRouternebius/fp4 · quantization=fp4
$2.50
Crusoe · via OpenRoutercrusoe/fp4 · quantization=fp4
$2.50
Parasail · via OpenRouterparasail/fp8 · quantization=fp8
$2.50
BaseTen · via OpenRouterbaseten/fp4 · quantization=fp4
$2.50
AtlasCloud · via OpenRouteratlas-cloud/fp8 · quantization=fp8
$2.50
Z.AI · via OpenRouterz-ai/fp8 · quantization=fp8
$2.50
Mistral · via OpenRoutermistral/nvfp4/eu · quantization=nvfp4
$2.75
ModelRun · via OpenRoutermodelrun/fp4 · quantization=fp4
$3.75
Fireworks · via OpenRouterfireworks/fast · tier=priority
$3.75
BaseTen · via OpenRouterbaseten/us/fast · tier=priority · quantization=fp8
$3.75
BaseTen · via OpenRouterbaseten/fast · tier=priority · quantization=fp8
$3.75
Alibaba · via OpenRouteralibaba/prime · tier=priority
$5.00

OpenRouter

Catalog quote
Input
$0.079
Output
$4.80
Cached input
$0.078
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3

novita

via Hugging Face
Input
$1.40
Output
$4.40
USD / 1M tokens
1M contextPrice source ↗Checked Oct 17, 2026
Endpoint IDzai-org/GLM-5.3

together

via Hugging Face
Input
$1.40
Output
$4.40
USD / 1M tokens
1M contextPrice source ↗Checked Oct 17, 2026
Endpoint IDzai-org/GLM-5.3

baseten

via Hugging Face
Input
$1.40
Output
$4.40
USD / 1M tokens
1M contextPrice source ↗Checked Oct 17, 2026
Endpoint IDzai-org/GLM-5.3

deepinfra

via Hugging Face
Input
$0.90
Output
$4.00
USD / 1M tokens
1M contextPrice source ↗Checked Oct 17, 2026
Endpoint IDzai-org/GLM-5.3

Experiential

Standard list rate

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens

Catalog list rate. Plan allowances and temporary discounts are separate.

1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDglm-5.3

Together AI

Serverless · quantization=FP4

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens

Organization: Z.ai

1M contextPrice source ↗Checked Oct 17, 2026
Endpoint IDzai-org/GLM-5.3

Fireworks AI

Standard · service_tier=default

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
Price source ↗Checked Oct 17, 2026
Endpoint IDaccounts/fireworks/models/glm-5p3

Fireworks AI

Standard · service_tier=priority

Input
$1.75
Output
$5.50
Cached input
$0.325
USD / 1M tokens
Price source ↗Checked Oct 17, 2026
Endpoint IDaccounts/fireworks/models/glm-5p3

Fireworks AI

Fast · service_tier=default

Input
$2.10
Output
$6.60
Cached input
$0.39
USD / 1M tokens
Price source ↗Checked Oct 17, 2026
Endpoint IDaccounts/fireworks/routers/glm-5p3-fast

Relace

via OpenRouter

relace

Input
$0.0632
Output
$4.40
Cached input
$0.0588
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::relace

Wafer

via OpenRouter

wafer/us · quantization=fp4

Input
$0.079
Output
$4.80
Cached input
$0.078
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::wafer/us

InferenceNet

via OpenRouter

inference-net/fp4 · quantization=fp4

Input
$0.08
Output
$4.381
Cached input
$0.076
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::inference-net/fp4

Morph

via OpenRouter

morph/fp8 · quantization=fp8

Input
$0.084
Output
$6.00
Cached input
$0.052
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::morph/fp8

Reka

via OpenRouter

reka

Input
$0.14
Output
$4.20
Cached input
$0.105
USD / 1M tokens

Source discount 30%; rates as published

262.1K context235.9K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::reka

Makora

via OpenRouter

makora/fp4 · quantization=fp4

Input
$0.14
Output
$4.40
Cached input
$0.10
USD / 1M tokens
1M context128K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::makora/fp4

Wafer

via OpenRouter

wafer/fp4 · quantization=fp4

Input
$0.17
Output
$4.80
Cached input
$0.169
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::wafer/fp4

DekaLLM

via OpenRouter

dekallm

Provider degraded
Input
$0.18
Output
$2.95
Cached input
$0.15
USD / 1M tokens

Endpoint degraded (status -5)

1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::dekallm

AkashML

via OpenRouter

akashml/fp8 · quantization=fp8

Input
$0.19
Output
$4.40
Cached input
$0.19
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::akashml/fp8

Io Net

via OpenRouter

io-net/fp8 · quantization=fp8

Input
$0.49
Output
$2.60
Cached input
$0.19
USD / 1M tokens
262.1K context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::io-net/fp8

Sail Research

via OpenRouter

sail-research/us · quantization=fp8

Input
$0.50
Output
$1.505
Cached input
$0.119
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::sail-research/us

Sail Research

via OpenRouter

sail-research/fp8 · quantization=fp8

Input
$0.50
Output
$1.505
Cached input
$0.119
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::sail-research/fp8

Inceptron

via OpenRouter

inceptron/fp4 · quantization=fp4

Input
$0.55
Output
$1.505
Cached input
$0.18
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::inceptron/fp4

DeepInfra

via OpenRouter

deepinfra/fp4 · quantization=fp4

Input
$0.5625
Output
$2.50
Cached input
$0.125
USD / 1M tokens

Source discount 37.5%; rates as published

1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::deepinfra/fp4

Baidu

via OpenRouter

baidu/fp8 · quantization=fp8

Input
$0.5992
Output
$1.8832
Cached input
$0.1113
USD / 1M tokens

Source discount 57.2%; rates as published

1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::baidu/fp8

Tenstorrent

via OpenRouter

tenstorrent/fp8 · quantization=fp8

Input
$0.60
Output
$2.50
Cached input
$0.10
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::tenstorrent/fp8

SiliconFlow

via OpenRouter

siliconflow/fp8 · quantization=fp8

Input
$0.70
Output
$2.20
Cached input
$0.13
USD / 1M tokens

Source discount 50%; rates as published

1M context262.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::siliconflow/fp8

Novita

via OpenRouter

novita/fp8 · quantization=fp8

Input
$0.70
Output
$2.20
Cached input
$0.13
USD / 1M tokens

Source discount 50%; rates as published

1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::novita/fp8

Phala

via OpenRouter

phala

Input
$0.84
Output
$2.64
Cached input
$0.156
USD / 1M tokens

Source discount 40%; rates as published

1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::phala

Decart

via OpenRouter

decart/fp4 · quantization=fp4

Input
$0.84
Output
$2.66
Cached input
$0.19
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::decart/fp4

DigitalOcean

via OpenRouter

digitalocean

Input
$0.91
Output
$2.86
Cached input
$0.169
USD / 1M tokens
1M context128K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::digitalocean

GMICloud

via OpenRouter

gmicloud/fp8 · quantization=fp8

Input
$0.98
Output
$3.08
Cached input
$0.182
USD / 1M tokens

Source discount 30%; rates as published

1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::gmicloud/fp8

Alibaba

via OpenRouter

alibaba

Input
$1.19
Output
$3.74
Cached input
$0.238
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::alibaba

CoreWeave

via OpenRouter

coreweave/fp8 · quantization=fp8

Input
$1.20
Output
$4.00
Cached input
$0.19
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::coreweave/fp8

Friendli

via OpenRouter

friendli

Input
$1.26
Output
$3.96
Cached input
$0.234
USD / 1M tokens

Source discount 10%; rates as published

1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::friendli

Mistral

via OpenRouter

mistral/zdr · quantization=nvfp4

Input
$1.40
Output
$4.40
Cached input
$0.14
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::mistral/zdr

BaseTen

via OpenRouter

baseten/fp4/us · quantization=fp4

Input
$1.40
Output
$4.40
Cached input
$0.14
USD / 1M tokens
1M context262.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::baseten/fp4/us

Mistral

via OpenRouter

mistral/nvfp4 · quantization=nvfp4

Input
$1.40
Output
$4.40
Cached input
$0.14
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::mistral/nvfp4

Nebius

via OpenRouter

nebius/fp4 · quantization=fp4

Input
$1.40
Output
$4.40
USD / 1M tokens
1M context921.6K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::nebius/fp4

Crusoe

via OpenRouter

crusoe/fp4 · quantization=fp4

Input
$1.40
Output
$4.40
Cached input
$0.13
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::crusoe/fp4

PrimeIntellect

via OpenRouter

primeintellect

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::primeintellect

Venice

via OpenRouter

venice

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens

Source discount 20%; rates as published

1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::venice

Together

via OpenRouter

together

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::together

Parasail

via OpenRouter

parasail/fp8 · quantization=fp8

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::parasail/fp8

Modal

via OpenRouter

modal

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::modal

BaseTen

via OpenRouter

baseten/fp4 · quantization=fp4

Input
$1.40
Output
$4.40
Cached input
$0.14
USD / 1M tokens
1M context262.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::baseten/fp4

Fireworks

via OpenRouter

fireworks

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::fireworks

Cloudflare

via OpenRouter

cloudflare

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::cloudflare

AtlasCloud

via OpenRouter

atlas-cloud/fp8 · quantization=fp8

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::atlas-cloud/fp8

Z.AI

via OpenRouter

z-ai/fp8 · quantization=fp8

Input
$1.40
Output
$4.40
Cached input
$0.26
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::z-ai/fp8

Mistral

via OpenRouter

mistral/nvfp4/eu · quantization=nvfp4

Input
$1.54
Output
$4.84
Cached input
$0.154
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::mistral/nvfp4/eu

ModelRun

via OpenRouter

modelrun/fp4 · quantization=fp4

Input
$2.10
Output
$6.60
Cached input
$0.40
USD / 1M tokens
1M context524.3K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::modelrun/fp4

Fireworks

via OpenRouter

fireworks/fast · tier=priority

Input
$2.10
Output
$6.60
Cached input
$0.39
USD / 1M tokens
1M context943.7K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::fireworks/fast

BaseTen

via OpenRouter

baseten/us/fast · tier=priority · quantization=fp8

Input
$2.10
Output
$6.60
Cached input
$0.21
USD / 1M tokens
1M context262.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::baseten/us/fast

BaseTen

via OpenRouter

baseten/fast · tier=priority · quantization=fp8

Input
$2.10
Output
$6.60
Cached input
$0.21
USD / 1M tokens
1M context262.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::baseten/fast

Alibaba

via OpenRouter

alibaba/prime · tier=priority

Input
$2.80
Output
$8.80
Cached input
$0.56
USD / 1M tokens
1M context131.1K max outputPrice source ↗Checked Oct 17, 2026
Endpoint IDz-ai/glm-5.3::alibaba/prime

Offers for this model

1 offer

Experiential Labs · Discount

7.5% off · Experiential Pro model discounts

Paid Pro plan required, covering the first 2,000 credits of usage each month, then list price.

Checked Source ↗

View offer ↗

Model specifications

Developer
zai-org
Modality
Language
Context
1,048,576 tokens
Maximum output
943,718 tokens
Weights
Open weights
Released
Aug 18, 2026
Provider listed
Aug 18, 2026
First discovered
Oct 16, 2026

Exact identities

  • openrouterz-ai/glm-5.3
  • huggingfacezai-org/GLM-5.3
  • deepinfrazai-org/GLM-5.3
  • experientialglm-5.3
  • artificial-analysiscd684ea4-b475-4269-b001-d469d06d8a7a
  • livebenchglm-5.3

Sources

Updated Oct 17, 2026

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$0.0341in$7.00out/ 1M tokens · USDWafer · via OpenRouter · 44 endpointswafer/us · quantization=fp4